{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\akars\\anaconda3\\lib\\site-packages\\pandas\\core\\computation\\expressions.py:20: UserWarning: Pandas requires version '2.7.3' or newer of 'numexpr' (version '2.7.1' currently installed).\n",
      "  from pandas.core.computation.check import NUMEXPR_INSTALLED\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GLOBAL\n",
      "  Grids Used      Min       P25           P50          P75         Max\n",
      "[['26933.00' '24428.00' '-52.63' '-11.11' '-0.00' '12.50' '58.82']\n",
      " ['26939.00' '24365.00' '-52.17' '-15.38' '-3.85' '6.67' '47.83']\n",
      " ['26894.00' '23846.00' '-50.00' '-20.00' '-9.09' '-0.00' '30.00']\n",
      " ['27040.00' '26675.00' '-62.50' '-29.41' '-17.65' '-7.14' '25.00']\n",
      " ['26985.00' '26791.00' '-75.00' '-35.71' '-21.43' '-9.09' '30.00']\n",
      " ['26497.00' '26444.00' '-94.12' '-45.45' '-28.57' '-12.50' '33.33']]\n",
      "NCA\n",
      "  Grids Used      Min       P25           P50          P75         Max\n",
      "[['6216.00' '5597.00' '-45.45' '-11.11' '0.00' '7.69' '46.67']\n",
      " ['6217.00' '5625.00' '-48.39' '-15.79' '-5.88' '0.00' '38.89']\n",
      " ['6217.00' '5703.00' '-50.00' '-20.00' '-9.09' '-0.00' '30.00']\n",
      " ['6236.00' '6085.00' '-55.56' '-25.00' '-15.38' '-6.25' '23.08']\n",
      " ['6230.00' '6155.00' '-70.59' '-33.33' '-18.75' '-8.33' '28.57']\n",
      " ['6121.00' '6095.00' '-87.50' '-41.67' '-25.00' '-11.11' '33.33']]\n",
      "EAS\n",
      "  Grids Used      Min       P25           P50          P75         Max\n",
      "[['7411.00' '6839.00' '-60.00' '-13.33' '0.00' '14.46' '68.75']\n",
      " ['7407.00' '6835.00' '-65.22' '-20.00' '-5.88' '7.41' '58.33']\n",
      " ['7388.00' '6916.00' '-71.43' '-26.92' '-11.76' '0.00' '50.00']\n",
      " ['7439.00' '7369.00' '-68.97' '-33.33' '-21.43' '-10.00' '27.27']\n",
      " ['7439.00' '7398.00' '-83.87' '-41.18' '-26.67' '-12.50' '30.00']\n",
      " ['7429.00' '7409.00' '-94.12' '-50.00' '-33.33' '-16.67' '28.57']]\n",
      "SWA\n",
      "  Grids Used      Min       P25           P50          P75         Max\n",
      "[['3753.00' '3459.00' '-57.14' '-13.33' '0.00' '13.33' '60.00']\n",
      " ['3758.00' '3474.00' '-57.14' '-16.67' '-0.00' '8.70' '53.85']\n",
      " ['3727.00' '3452.00' '-61.54' '-21.05' '-7.41' '0.00' '46.15']\n",
      " ['3793.00' '3653.00' '-50.00' '-23.81' '-13.33' '-5.56' '22.22']\n",
      " ['3780.00' '3697.00' '-60.00' '-28.57' '-16.67' '-7.14' '25.00']\n",
      " ['3706.00' '3679.00' '-77.78' '-37.50' '-23.08' '-10.00' '28.57']]\n",
      "OCE\n",
      "  Grids Used      Min       P25           P50          P75         Max\n",
      "[['7627.00' '6976.00' '-46.15' '-9.09' '-0.00' '13.33' '58.33']\n",
      " ['7625.00' '6912.00' '-46.15' '-11.11' '-0.00' '8.33' '46.15']\n",
      " ['7625.00' '6660.00' '-41.67' '-16.67' '-6.67' '0.00' '25.00']\n",
      " ['7634.00' '7602.00' '-62.16' '-29.17' '-17.39' '-6.67' '25.00']\n",
      " ['7598.00' '7583.00' '-72.97' '-35.29' '-21.05' '-8.33' '28.57']\n",
      " ['7320.00' '7319.00' '-90.00' '-44.44' '-25.00' '-10.00' '40.00']]\n",
      "EAF\n",
      "  Grids Used      Min       P25           P50          P75         Max\n",
      "[['1756.00' '1534.00' '-62.50' '-5.88' '6.25' '22.60' '92.86']\n",
      " ['1762.00' '1580.00' '-50.00' '-10.00' '-0.00' '14.29' '66.67']\n",
      " ['1767.00' '1609.00' '-54.55' '-18.18' '-7.14' '0.00' '46.15']\n",
      " ['1768.00' '1750.00' '-67.86' '-34.78' '-23.08' '-12.50' '18.18']\n",
      " ['1768.00' '1765.00' '-77.78' '-42.86' '-28.57' '-15.00' '25.00']\n",
      " ['1752.00' '1752.00' '-87.50' '-55.56' '-36.93' '-18.18' '20.00']]\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 648x792 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fig. ED5.\n",
    "## % Change in drought Frequency TC-NOTC/NOTC*100\n",
    "import sys\n",
    "sys.modules[__name__].__dict__.clear()\n",
    "\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from numpy import loadtxt\n",
    "\n",
    "from my_functions import remove_outliers_IQR\n",
    "from my_functions import get_stats_all_data\n",
    "from my_functions import get_stats_without_outliers\n",
    "\n",
    "TCP=\"GT02\" \n",
    "\n",
    "\n",
    "fig, axes = plt.subplots(2, 3, figsize=(9, 11),sharex=True,sharey=True)\n",
    "\n",
    "fig.tight_layout(pad=2)\n",
    "plt.subplots_adjust(bottom=0.06)\n",
    "plt.subplots_adjust(left=0.1)\n",
    "\n",
    "idir='DATA/FIG_ED5/'\n",
    "xlabels=['D1', 'D2', 'D3', 'D4', 'D5', 'D6']\n",
    "basin=['GLOBAL','NCA','EAS','SWA','OCE','EAF',]\n",
    "ti=['A) GLOBAL','B) NCA','C) EAS','D) SWA','E) OCE','F) EAF',]\n",
    "Py=[0,1,2,0,1,2]\n",
    "Px=[0,0,0,1,1,1]\n",
    "colors = sns.color_palette(\"Spectral\", 6)[::-1]  # Reverse color order\n",
    "\n",
    "for i in range(0,6):\n",
    "    data_1 = loadtxt(idir+'D1_GRID_NUMBER_OF_DROUGHTS_DIFF_PTC_'+basin[i]+'_'+TCP)\n",
    "    data_2 = loadtxt(idir+'D2_GRID_NUMBER_OF_DROUGHTS_DIFF_PTC_'+basin[i]+'_'+TCP)\n",
    "    data_3 = loadtxt(idir+'D3_GRID_NUMBER_OF_DROUGHTS_DIFF_PTC_'+basin[i]+'_'+TCP)\n",
    "    data_4 = loadtxt(idir+'D4_GRID_NUMBER_OF_DROUGHTS_DIFF_PTC_'+basin[i]+'_'+TCP)\n",
    "    data_5 = loadtxt(idir+'D5_GRID_NUMBER_OF_DROUGHTS_DIFF_PTC_'+basin[i]+'_'+TCP)\n",
    "    data_6 = loadtxt(idir+'D6_GRID_NUMBER_OF_DROUGHTS_DIFF_PTC_'+basin[i]+'_'+TCP)\n",
    "    \n",
    "    print(basin[i])\n",
    "    print(\"  Grids Used      Min       P25           P50          P75         Max\")\n",
    "    data = [data_1, data_2, data_3, data_4, data_5, data_6]\n",
    "    data = [x * -1 for x in data]\n",
    "    stats_without_outliers = get_stats_without_outliers(data)\n",
    "    formatted_data = np.vectorize(lambda x: f\"{x:.2f}\")(stats_without_outliers)\n",
    "    print(formatted_data)\n",
    "    \n",
    "    data_1=remove_outliers_IQR(data_1)\n",
    "    data_2=remove_outliers_IQR(data_2)\n",
    "    data_3=remove_outliers_IQR(data_3)\n",
    "    data_4=remove_outliers_IQR(data_4)\n",
    "    data_5=remove_outliers_IQR(data_5)\n",
    "    data_6=remove_outliers_IQR(data_6)\n",
    "   \n",
    "    data = [data_1, data_2, data_3, data_4, data_5, data_6]\n",
    "    data = [x * -1 for x in data]\n",
    "    \n",
    "\n",
    "    \n",
    "    sns.violinplot(ax= axes[Px[i],Py[i]], data=data,fill=True,cut=0,palette=colors)\n",
    "    axes[Px[i],Py[i]].yaxis.grid(True)\n",
    "    axes[Px[i],Py[i]].axhline(0, color='red',linewidth=0.8,linestyle='--')\n",
    "    axes[1,Py[i]].set_xticklabels(xlabels)\n",
    "    axes[Px[i],Py[i]].set_title(ti[i],loc='left')\n",
    "    axes[Px[i],0].set_ylabel('Drought Frequency (% Change)')\n",
    "    axes[1,Py[i]].set_xlabel('Drought Type')\n",
    "\n",
    "plt.savefig('FIG_EXT/Fig_ED5.png', dpi=300)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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